Coronavirus disease 2019 (COVID-19) reportedly affects male reproductive function by causing spermatogenesis dysfunction and suppressing testosterone secretion. However, the relationship between COVID-19 and impaired reproductive function, such as whether these effects on reproductive function are a direct effect of severe acute respiratory syndrome-coronavirus-2 (SARS-CoV-2) infection in male reproductive organs or an indirect effect of high fever, is not known. Here, we examined whether the cell entry molecules of SARS-CoV-2, namely, ACE2, NRP1, TMPRSS2, and FURIN, are expressed in the male reproductive organs using the testes and accessory gonads of macaques during the breeding season. RT-PCR expression analysis showed that the testes alone expressed all four molecules. Immunohistochemical staining of testis tissue sections revealed that ACE2 is expressed in Leydig cells and the apical region of Sertoli cells, whereas NRP1 is expressed in the cell bodies surrounding the Leydig and Sertoli cell nuclei. FURIN is mainly expressed in Leydig cells, secondary spermatocytes, and spermatids. However, TMPRSS2 immunopositive cells were not observed. Therefore, it was not possible to observe cells expressing all four molecules in the gonads and accessory gonads of male primates. These results suggest that SARS-CoV-2 is unlikely to directly affect spermatogenesis in primates or proliferate in cells of the seminiferous tubules and undergo release into the semen through the previously known ACE2-mediated infection route. However, the expression of three molecules, including ACE2, was observed in Leydig cells, suggesting that testosterone synthesis and secretion may be affected when primates, including humans, are infected with SARS-CoV-2.